Abstract
We present a new convergence result for the cone partitioning algorithm with a pure ω-subdivision strategy, for the minimization of a quasiconcave function over a polytope. It is shown that the algorithm is finite when ε-optimal solution with ε > 0 are looked for, and that any cluster point of the points generated by the algorithm is an optimal solution in the case ε = 0. This result improves on the one given previously by the authors, its proof is simpler and relies more directly on a new class of hyperplanes and its associated simplicial lower bound.
Similar content being viewed by others
References
Bali, S. (1973), Minimization of a Concave Function on a Bounded Convex Polyhedron, Ph. D. Thesis, University of California at Los Angeles.
Horst, R. and Tuy, H. (1993), Global Optimization (Deterministic Approaches), 2nd edn., Springer Verlag, Berlin.
Jacobsen, S. E. (1981), Convergence of a Tuy-type algorithm for concave minimization subject to linear constraints, Applied Mathematics and Optimization, 7: 1–9.
Jaumard, B. and Meyer, C., On the convergence of cone splitting algorithms with ω-subdivisions, Les Cahiers du GERAD G–96-36, July 1996 (revised February 1997), submitted for publication.
Jaumard, B. and Meyer, C., The simplicial lower bound for conical algorithm revisited, to appear in Les Cahiers du GERAD.
Locatelli, M. (1996), Finiteness of conical algorithms with ω-subdivisions, Technical Report no. 145–95, Univ. di Milano, Dip. Scienze dell'Informazione.
Luenberger, D. G. (1973), Linear and Nonlinear Programming, 2nd edn., Addison-Wesley Publishing Company.
Meyer, C. (1996), Algorithmes coniques pour la minimisation quasiconcave, Ph. D. Thesis, Ecole Polytechnique de Montréal.
Meyer, C., On Tuy's 1964 cone splitting algorithm for concave minimization, Les Cahiers du GERAD G–97-48, July 1997 (revised October 1997), to appear in From Local to Global Optimization, proceeding of the workshop in honor of Professor Tuy's 70th birthday (Linköping), Kluwer Academic Publishers, Dordrecht/Boston/London.
Thoai, N. V. and Tuy, H. (1980), Convergent algorithms for minimizing a concave function, Mathematics of Operations Research 5: 556–566.
Tuy, H. (1964), Concave programming under linear constraints, Soviet Mathematics 5: 1437–1440.
Tuy, H. (1991), Normal conical algorithm for concave minimization over polytopes, Mathematical Programming 51: 229–245.
Tuy, H. (1991), Polyhedral annexation, dualization and dimension reduction technique in global optimization, Journal of Global Optimization 1: 229–244.
Zwart, P. B., (1973), Nonlinear programming: Counterexamples to two global optimization algorithms, Operations Research 21: 1260–1266.
Zwart, P. B. (1974), Global maximization of a convex function with linear inequality constraints, Operations Research 22: 602–609.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Jaumard, B., Meyer, C. A Simplified Convergence Proof for the Cone Partitioning Algorithm. Journal of Global Optimization 13, 407–416 (1998). https://doi.org/10.1023/A:1008325507949
Issue Date:
DOI: https://doi.org/10.1023/A:1008325507949